3 papers
cs.LG2026
Uniform error bounds for quantized dynamical models
Abdelkader Metakalard, Fabien Lauer, Kevin Colin +1
This paper provides statistical guarantees on the accuracy of dynamical models learned from dependent data sequences. Specifically, we develop uniform error bounds that apply to qu…
math.OC2024
Regret Minimization in Scalar, Static, Non-linear Optimization Problems
Ying Wang, Mirko Pasquini, Kévin Colin +1
We study the problem of determining an effective exploration strategy in static and non-linear optimization problems, which depend on an unknown scalar parameter to be learned from…
stat.ME2024
Data-driven Bayesian estimation of Monod kinetics
Kévin Colin, Håkan Hjalmarsson, Véronique Chotteau
In this paper, we consider the well known problem of non-linear identification of the rates of the reactions involved in cells with Monod functions. In bioprocesses, generating dat…